scholarly journals qRT-PCR-based DNA homologous recombination-associated 4-gene score predicts pathologic complete response to platinum-based neoadjuvant chemotherapy in triple-negative breast cancer

Author(s):  
Ke Zuo ◽  
Xiaoying Yuan ◽  
Xizi Liang ◽  
Xiangjie Sun ◽  
Shujin Liu ◽  
...  
2021 ◽  
Author(s):  
Ke Zuo ◽  
Xiaoying Yuan ◽  
Xizi Liang ◽  
Xiangjie Sun ◽  
Shujin Liu ◽  
...  

Abstract PurposeCumulative evidences suggested the addition of platinum agents as neoadjuvant chemotherapy (NACT) could improve pathologic complete response (pCR) in triple-negative breast cancers (TNBC). We tried to develop a DNA homologous recombination (HR) associated gene expression score to predict tumor sensitivity to platinum-based NACT in TNBC.MethodsA retrospective cohort of 127 TNBC patients, who were diagnosed and received platinum-based NACT in Fudan University Shanghai Cancer Center from 2012 to 2017, was included in this study. By using quantitative reverse transcription-polymerase chain reaction (qRT-PCR), the expression level of eight HR associated genes was analyzed from the formalin-fixed paraffin-embedded core needle biopsy samples which obtained before NACT. A random forest model was built to estimate the weight of each gene expression level and clinical-pathological factors. The training set was used to modulate parameters and select the best model. The performance of the final model was evaluated in the validation set. ResultsA 4-gene (BRCA1, XRCC5, PARP1, RAD51) expression scoring system was developed. TNBC with higher score had nearly quadruple likelihood to achieve pCR to platinum-based NACT compared with a lower score [odds ratio (OR)=3.878; P<0.001]. At the cut-off value of -2.644, the 4-gene score system showed high sensitivity in predicting pCR in breast (93.0%) and pCR in both breast/axilla (91.8%), while, at the cut-off value of -1.969, the 4-gene score showed high specificity for pCR in breast (85.7%) and pCR in both breast/axilla (80.8%). ConclusionThe qRT-PCR-based 4-gene score has the potential to predict pCR to platinum-based NACT in TNBC.


Oncotarget ◽  
2018 ◽  
Vol 9 (41) ◽  
pp. 26406-26416 ◽  
Author(s):  
Angela Santonja ◽  
Alfonso Sánchez-Muñoz ◽  
Ana Lluch ◽  
Maria Rosario Chica-Parrado ◽  
Joan Albanell ◽  
...  

2013 ◽  
Vol 2013 ◽  
pp. 1-8 ◽  
Author(s):  
Foluso O. Ademuyiwa ◽  
Matthew J. Ellis ◽  
Cynthia X. Ma

Systemic treatment for triple negative breast cancer (TNBC: negative for the expression of estrogen receptor and progesterone receptor and HER2 amplification) has been limited to chemotherapy options. Neoadjuvant chemotherapy induces tumor shrinkage and improves the surgical outcomes of patients with locally advanced disease and also identifies those at high risk of disease relapse despite today’s standard of care. By using pathologic complete response as a surrogate endpoint, novel treatment strategies can be efficiently assessed. Tissue analysis in the neoadjuvant setting is also an important research tool for the identification of chemotherapy resistance mechanisms and new therapeutic targets. In this paper, we review data on completed and ongoing neoadjuvant clinical trials in patients with TNBC and discuss treatment controversies that face clinicians and researchers when neoadjuvant chemotherapy is employed.


2021 ◽  
Author(s):  
Ke Zuo ◽  
Xiaoying Yuan ◽  
Xizi Liang ◽  
Xiangjie Sun ◽  
Shujin Liu ◽  
...  

Abstract BackgroundCumulative evidences suggested the addition of platinum agents as neoadjuvant chemotherapy (NACT) could improve pathologic complete response (pCR) in triple-negative breast cancers (TNBC). Previous studies showed DNA homologous recombination deficiency (HRD) was a potential biomarker predicting pCR in ER-negative breast cancer. It would be helpful to personalize the use of platinum agents if a predictive biomarker for platinum sensitivity could be developed. Therefore, we tried to develop a HRD gene expression score to predict tumor sensitivity to platinum-based NACT in TNBC.MethodsA retrospective cohort of 127 TNBC patients from 2012 to 2017 was included in this study. All of them were diagnosed and received platinum-based NACT in Fudan University Shanghai Cancer Center. Clinical data and pathological data of the patients were collected and reviewed. By using quantitative reverse transcription-polymerase chain reaction (qRT-PCR), the expression level of eight HRD associated genes was analyzed from the formalin-fixed paraffin-embedded core needle biopsy samples which obtained before NACT. A random forest model was built to estimate the weight of each gene expression level and clinical-pathological factors. Samples were randomized into the training set and validation set with different splitting percentage from 50%:50% to 90%:10%. The training set was used to modulate parameters and select the best model using 5-fold cross validation. The performance of the final model was evaluated in the validation set. ResultsA 4-gene (BRCA1, XRCC5, PARP1, RAD51) expression signature scoring system was developed. TNBC with higher score had nearly quadruple likelihood to achieve pCR to platinum-based NACT compared with a lower score [odds ratio (OR)=3.878; P<0.001]. At the cut-off value of -2.644, the 4-gene score system showed high sensitivity in predicting pCR in breast (93.0%) and pCR in both breast/axilla (91.8%), while, at the cut-off value of -1.969, the 4-gene score showed high specificity for pCR in breast (85.7%) and pCR in both breast/axilla (80.8%). 4-gene score was positively correlated with Ki-67≥40% (P=0.002), but negatively correlated with positive lymph nodes counts (P=0.003). ConclusionThe qRT-PCR-based 4-gene score can be used as an effective predictor of pCR to platinum-based NACT in TNBC.


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